Sensor Type, Axis, and Position-Based Fusion and Feature Selection for Multimodal Human Daily Activity Recognition in Wearable Body Sensor Networks

Table 13

Comparison between 10-fold CV and LOPO CV for accelerometer, gyroscope, and EMG sensors before applying feature selection.

Classifier/validation protocol	10-fold CV (%)	LOPO CV (%)
Random forest	98.5	98.9
SVM	96.7	96.5
Decision tree	96.8	96.3
KNN	87.3	86.8